Agentic AI is software that takes a goal, plans the steps and does the work in apps like Gmail, Slack and your CRM with little help. An AI agent is one tool that does this for one job. This guide covers 4 levels, 5 jobs and example costs.
Updated November 2026. If you run marketing, sales or a small business and keep hearing the words agentic AI, this guide explains what it is, what it costs and how to tell a real agent from a label.
What is agentic AI?
Agentic AI is software that takes a goal, plans the steps and does the work in your apps, with a person approving the moves that matter. An AI agent is one tool that does this for one job.
- Goal: you give it an outcome, such as a finished campaign or a signed proposal, not a single question.
- Plan: it picks the steps itself instead of following a fixed script.
- Action: it works inside apps such as Gmail, Slack and your CRM (the database of your customers), not only in a chat box.
- Approval: a person sets what it may send, change and spend.
- Not the same as a chatbot: a chatbot answers a question and stops. Generative AI writes or draws when asked.
- Where to start: pick one of the 5 jobs below and test one tool with the 4 tests, in a free trial or demo where one is offered.
Klaviyo and Salesforce campaign plans cost from nothing to $3,250 a month, and PandaDoc and Qwilr plans cost $19 to $75 a person a month billed yearly. Lead follow-up tools are priced in their own guides. Every price below comes with its billing.
Agentic AI means AI that acts. A chatbot answers and stops. Agentic AI is given a goal, works out the steps, uses other software to carry them out and checks the result. Experts do not agree on one exact definition. Source: MIT Sloan (February 2026). Common parts in descriptions include a goal, a plan, tools and little supervision.
An AI agent is one working piece of this. The terms agentic AI and AI agents are often used together, with a subtle difference: agents are the building blocks, and agentic AI uses multiple agents to handle complex workflows. Source: Google Cloud (September 2026). Because the labels overlap, judge a product by what it does, not by what it is called.
How is agentic AI different from generative AI?
Generative AI writes or draws when you ask, and agentic AI takes a goal and does the work in other software.
| Question | Generative AI | Agentic AI |
|---|---|---|
| What you give it | A prompt, such as a request for an email draft | A goal, such as a finished campaign |
| What comes back | Text, images or code | Work done in your apps |
| Who takes the next step | You do | It does, and it stops for approval on the moves that matter |
| Example | Writing the marketing copy | Sending the copy, tracking results and adjusting the plan |
The two work together, because agentic AI uses generative AI as one of its tools. Source: Google Cloud guide (September 2026).
What are the 4 levels from chatbot to AI agent?
There are 4 levels, and only the fourth is a real AI agent. This ladder is an Appscribed framework for buyers, not a published standard.
| Level | What it does | Who picks the steps | Who acts in your apps |
|---|---|---|---|
| 1 Chatbot | Answers questions from a script or a help library | Whoever wrote the script | Nobody, it only replies in the chat |
| 2 Assistant | Drafts, summarizes or explains when you ask | You, one request at a time | You copy the result into the app |
| 3 Automation with AI steps | Runs a fixed chain of steps, with AI doing one of them | You, when you build the chain | The automation, in the same order every time |
| 4 AI agent | Takes a goal, plans the steps, does them and checks the result | The agent | The agent, within the limits you set |
Zapier sells Zaps (level 3) and Zapier Agents (level 4). Zaps are workflows you build step by step. Zapier Agents work across 9,000+ apps on command and while you sleep.
Many products sold as agents sit on levels 1 to 3. Gartner calls the relabelling of chatbots, assistants and older automation as agents agent washing, and estimates that only about 130 of the thousands of agentic AI vendors are real. Source: Gartner (June 2025).
How do you tell a real AI agent from a chatbot with a new name?
Run 4 tests on any tool sold as an agent, in a free trial or demo where one is offered. This check is an Appscribed framework, not an industry standard, and it maps to the 4 levels above.
- Goal test: can you give it a goal, such as getting 20 replies this week, instead of one question at a time?
- Plan test: does it choose the steps itself, and can you read the plan before it starts?
- Action test: does it do things in other apps, such as sending, creating or updating, instead of only writing text?
- Stop test: does it check its own result and stop to ask you before the moves that matter?
Read the result against the levels. A tool that fails the goal test works one request at a time, so it is level 1 or 2, a chatbot or an assistant. A tool that is given a trigger, such as a new form entry, and runs steps you chose fails the plan test, so it is level 3 automation. A tool that passes the goal and plan tests but fails the action test only writes a plan, so it is still an assistant. A tool that passes the first three but has no stop is a level 4 agent with no safety check. A tool that passes all 4 is a level 4 agent you can supervise.
What jobs does agentic AI do?
Agentic AI tools are sold for 5 common jobs: running campaigns, sending proposals, doing tasks across apps, following up with leads and answering customers.
Running marketing campaigns
A campaign agent turns a goal into a plan, builds the content and sends it. The HubSpot Campaign Agent (beta, which means the maker is still testing it) turns a goal into a multi-channel campaign plan. Klaviyo Composer plans a calendar, builds campaigns and audits flows, and you review its work and decide what happens next. The Salesforce Marketing Cloud Next Campaign Agent writes content for every channel and builds campaigns from your brand guidelines. For the full list, see AI agents that run a marketing campaign.
Sending proposals
A proposal agent fills in a template from a call note or a customer record, prices it and sends it for signature. The PandaDoc Claude connector (beta) picks one of your templates, fills it in, adds the recipient and sends it for signature. The Qwilr Smart Proposal Engine pulls detail from call transcripts and meeting notes, and from deal data in a CRM. For the full list, see AI tools that draft and send proposals.
Doing tasks across your apps
A task agent connects many apps and does a chore in each. Zapier Agents do work across 9,000+ apps, on command and while you sleep.
Following up with leads
A sales agent finds leads, writes and sends the email from Gmail or LinkedIn, logs the call and updates the CRM. Tools for this job are compared in ABM agents that build account lists and AI SDR tools that follow up with leads.
Answering customers and shoppers
A support agent answers customers and shoppers around the clock and hands the hard cases to a person. Tools for this job are compared in AI agents that answer customers.
What does agentic AI cost?
Klaviyo and Salesforce campaign plans cost from nothing to $3,250 a month, PandaDoc and Qwilr plans cost $19 to $75 a person a month billed yearly, and Zapier Agents plans cost from nothing to $50 a month.
| Tool | Job | What it does | Price and billing |
|---|---|---|---|
| Klaviyo | Campaigns | Composer, an AI marketing agent that plans and builds campaigns and flows | Free for up to 250 active profiles (the contacts Klaviyo counts for pricing), with $5 of Composer usage a month. Paid plans start at $20 a month at 500 active profiles and rise with the number of profiles. Ask the company for Composer usage on paid plans |
| Salesforce | Campaigns | Marketing Cloud Next Campaign Agent: content on Growth, full campaigns on Advanced | Growth $1,500 and Advanced $3,250 per organization a month, billed annually |
| PandaDoc | Proposals | Starter plan with e-signature and AI assistant connectors (beta) | $19 per seat a month billed yearly, $35 billed monthly. A seat is one person's login |
| Qwilr | Proposals | Starter has e-signature and an AI assistant connection. The Smart Proposal Engine is on Scale | Starter $35 per user a month billed yearly, $49 billed monthly. Scale $75 per user a month, yearly billing only, 10 users minimum |
| Zapier | Tasks across apps | Agents, which do work across 9,000+ apps on command and while you sleep | Agents Free: 400 activities a month. Agents Pro: $50 a month billed monthly or $400 billed annually ($33.33 a month), 1,500 activities. An activity is an action an agent takes, such as running a behavior, browsing the web or looking up your knowledge |
Prices for the lead follow-up and customer support jobs are in the guides linked above. Prices are in US dollars as of November 2026. Klaviyo, Zapier and PandaDoc have free plans, and Qwilr has a 14-day free trial of Starter. For the other tools, ask for a trial or demo.
Cost can also limit use. For AI chatbots, AI agents and coding agents alike, about one in ten respondents say cost has held back their organization's use. Source: McKinsey State of AI (August 2026).
What are the 3 approvals to set before an agent works for you?
Set 3 approvals before an agent runs for the first time: what it may send, what it may change and what it may spend. This list is an Appscribed framework, not a published standard.
- Send: what the agent may send outside your company, such as emails, proposals and ads. Start with approve-before-send, so you review each item before it goes out, as Klaviyo Composer asks you to review its work and decide what happens next.
- Change: what the agent may change in your records, such as contacts, prices and deletions. Start with read-only access, or a log of every change.
- Spend: what the agent may spend, such as ad budget and paid usage. Usage caps are the number to watch, such as the $5 of Composer usage on the free Klaviyo plan or the monthly activities on a Zapier plan.
Keep a person in the loop for the moves that matter, and widen the limits only after a few clean runs. Source: Google Cloud, September 2026.
How many companies use agentic AI?
Large companies lead: 40% of those with more than $1 billion in yearly revenue report scaling AI agents, against 22% of smaller ones.
In a survey of 1,719 people run from 4 May to 8 June 2026, the share of large organizations scaling AI agents rose from 27% to 40% in a year, while smaller organizations stayed at 22%. Source: McKinsey (August 2026).
Gartner's January 2025 poll of 3,412 webinar attendees found 19% had made significant investments in agentic AI and 42% conservative ones. Gartner predicts that over 40% of agentic AI projects will be canceled by the end of 2027 because of cost, unclear value or weak risk controls, and that 33% of enterprise software applications will include agentic AI by 2028, up from under 1% in 2024. Source: Gartner press release (June 2025).
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Guides & comparisons
Frequently asked questions
What is the difference between generative AI and agentic AI?
Generative AI creates content, such as text, images or code, when you give it a prompt. Agentic AI uses that ability to pursue a goal: it plans the steps and acts in other software to carry them out. In one example, generative AI writes the marketing materials, and agentic AI then sends them, tracks the results and adjusts the plan. Source: Google Cloud (September 2026).
What is the main difference between AI and agentic AI?
Traditional AI mostly responds to commands or analyzes data. Agentic AI can set goals, plan and carry out tasks with little human help. That makes it a type of AI that acts, not all AI. Source: Google Cloud (September 2026).
What is an example of an agentic AI?
A campaign agent that turns a goal into a plan is one example, such as the HubSpot Campaign Agent (beta) or Klaviyo Composer. A proposal tool that fills in a template and sends it for signature is another, such as the PandaDoc Claude connector (beta). A task agent such as Zapier Agents works across 9,000+ apps. Klaviyo, PandaDoc and Zapier are priced, with their billing, in the cost table above.
What are the best agentic AI platforms?
The right platform depends on the job. For campaigns, examples are Klaviyo Composer, HubSpot and Salesforce Marketing Cloud Next. For proposals, examples are PandaDoc and Qwilr. For tasks across apps, an example is Zapier Agents. Klaviyo, Salesforce Marketing Cloud Next, PandaDoc, Qwilr and Zapier are priced, with their billing, in the cost table above. A trial or demo run with the 4 tests shows whether a tool is a real agent.
What companies use agentic AI?
Large companies lead. In a 2026 survey, 40% of organizations with more than $1 billion in yearly revenue reported scaling AI agents, up from 27% a year earlier, while smaller organizations stayed at 22%. Source: McKinsey (August 2026).
What is an AI agent, and how is it different from agentic AI?
An AI agent is one tool that takes a goal and does one job, such as planning a campaign or sending a proposal. The terms are often used together, with a subtle difference: agents are the building blocks, and agentic AI uses multiple agents to handle complex workflows. Source: Google Cloud (September 2026). Because the labels overlap, test the product with the 4 tests, not the label.
In short: what is agentic AI?
Agentic AI is software that takes a goal, plans the steps and does the work in your apps, and an AI agent is one tool that does it for one job.
- Judge by behavior. Run the goal, plan, action and stop tests. A chatbot with a new name fails the action test.
- Start with one of the 5 jobs and one free trial or demo, not a bundle.
- Match the price to the job. Klaviyo and Salesforce campaign plans run from nothing to $3,250 a month, PandaDoc and Qwilr plans cost $19 to $75 a person a month billed yearly, and Zapier Agents plans run from nothing to $50 a month. Lead follow-up tools are priced in their guides.
- Set the 3 approvals, send, change and spend, before the first run.
- Read adoption figures as a guide. 40% of large organizations and 22% of smaller ones report scaling AI agents.
Definitions and prices are as of November 2026. Tools rename plans and change prices, so check the current price before you buy. To compare tools by job, use the guides in the links above.
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